I'm trying to produce a reactive UI in shiny.
I have a dataset consisting in supermarket products daily sales over a period of 2 years. For instance:
product Total_Sales Date(YYYY-MM-DD)
1. 'Coke 0.5 L' 23 2014-01-02
2. 'Sprite 0.5 L' 18 2014-01-02
3. 'CornFlakes 1.kg' 21 2014-01-02
4. 'Coke 0.5 L' 25 2014-01-03
5. 'BurgersX6 1.kg' 8 2014-01-03
6. 'CornFlakes 1.kg' 17 2014-01-03
I want my user to select a product as input and, given the input, plot the corresponding time_series.
selectInput("product", "Choose a product:",
choices = as.factor(levels(df$product)))
And this works fine.
In server:
datasetInput <- df
output$tsplot <- reactive({renderPlot(
{dataset <- datasetInput[product==input$product,]
plot(as.ts(dataset$Total_Sales,dataset$Date),start=input$start,end=input$end")
}
)
})
Unfortunately I don't get any plot out. If instead I put a reactive input datasetInput <- df[product==input$product,] and change the output$tsplot accordingly I get as an output the first available input, but when I change the input$product the plot remains the same. I'm pretty new to shiny, any help is much welcomed, thank you
Try to filter your input dataframe in a reactive
expression and then call the result in renderPlot
:
datasetInput <- reactive({
df[df$product == input$product, ]
})
output$tsplot <- renderPlot({
dataset <- datasetInput()
plot(as.ts(dataset$Total_Sales, dataset$Date, start = input$start, end = input$end))
})
EDIT :
With your data :
df <- read.table(
text = " Name Total_Sales Date
1. 'Coke 0.5 L' 23 2014-01-02
2. 'Sprite 0.5 L' 18 2014-01-02
3. 'CornFlakes 1.kg' 21 2014-01-02
4. 'Coke 0.5 L' 25 2014-01-03
5. 'BurgersX6 1.kg' 8 2014-01-03
6. 'CornFlakes 1.kg' 17 2014-01-03"
)
df$Date <- as.Date(as.character(df$Date, format = "%Y-%m-%d"))
library("shiny")
ui <- fluidPage(
selectInput("product", "Choose a product:",
choices = levels(df$Name)),
plotOutput(outputId = "tsplot")
)
server <- function(input, output){
datasetInput <- reactive({
df[df$Name == input$product, ]
})
output$tsplot <- renderPlot({
dataset <- datasetInput()
plot(as.ts(dataset$Total_Sales, dataset$Date))
})
}
shinyApp(ui = ui, server = server)
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